Into the Mainstream or Still at the Margins? 50 Years of Gender Research in the Canadian Political Science Association
Bibliographic record
Abstract
Abstract The annual conference of the Canadian Political Science Association (CPSA) is a disciplinary bellwether that helps us trace the evolution of political science scholarship. This article analyzes research presented at the conference between 1965 and 2015. It shows growth in the gender and politics sub-field and in the presence of women in leadership positions in the CPSA. At the same time, gender-related research is often presented in gender-focused panels and not incorporated across the discipline's sub-fields. This means that gender scholars typically present their work to like-minded researchers, and scholars in other sub-fields have little exposure to gender perspectives. That such siloing occurs at the earliest stages of research dissemination is an important contextual factor in understanding gendered citation patterns, departmental hiring and rates of tenure and promotion. For Canadian political science to remain relevant, more needs to be done to incorporate gender perspectives across the discipline's sub-fields.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.024 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.014 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.003 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".